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Papers Benchmarks Datasets Tasks

Federated Learning research benchmarks – Page 3 · SOTA2 Research

Federated Learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.019Computational Time (s)

5

Feb 26, 2026

CSE-CIC-IDS 2018

0.003Latency (s)

5

Feb 26, 2026

CIC-Darknet 2020

0.002Time (s)

5

Feb 26, 2026

95.8Accuracy

5

Feb 26, 2026

0.57Client Communication Overhead

3

May 14, 2026

0.64Client Communication Cost

3

May 14, 2026

5.16Local Training Time (h)

3

Feb 26, 2026

0.03Local Average Distance (AD)

2

Feb 26, 2026

0.01Local Average Distance (AD)

2

Feb 26, 2026

0.01Local Average Distance (AD)

2

Feb 26, 2026

0.01Local Average Distance (AD)

2

Feb 26, 2026

CIFAR-10 non-IID (Dirichlet)

0.73Agent 0 Utility

2

Feb 26, 2026

MNIST (non-IID (Dirichlet))

0.36Utility (Agent 0)

2

Feb 26, 2026

Adult non-IID (Dirichlet)

2.62Agent 0 Utility

2

Feb 26, 2026

Qualitative comparison of related FL frameworks

—

—Primary metric

0

Jul 9, 2026

CIFAR-100 (test)

—

—Accuracy (500R)

0

Feb 26, 2026

CIFAR-100 500 clients Dirichlet 0.3

—

—Accuracy (R500)

0

Feb 26, 2026

CIFAR-10 Dirichlet 0.3 (500 clients)

—

—Accuracy (Round 500)

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Page 3 of 3

Popular datasets

CIFAR MNIST NASA Bearings CIFAR-100 DomainNet

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